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Geospatial Technology (GIS)

Geostatistics

Mastering advanced judgment in applying statistics to spatial data, focusing on ambiguity, trade-offs, and long-term effects.
Goal:
Learn how statistics are applied to spatial data.
3Lessons
6Micro-lessons
AdvancedDifficulty
Lesson 1

Spatial Correlation Pitfalls

When spatial correlation misleads even experienced analysts.
Start2 Micro-lessons

Micro lesson 1
False Security in High Correlation
Micro lesson 2
When Correlation Masks Causality
Lesson 2

Sampling Bias in GIS

Hidden dangers of sampling bias in spatial analysis.
Start2 Micro-lessons

Micro lesson 1
Sampling the Obvious
Micro lesson 2
Ignoring Outliers in Spatial Data
Lesson 3

Model Overfitting and Spatial Data

Long-term risks of overfitting in geostatistical models.
Start2 Micro-lessons

Micro lesson 1
Overfitting with Too Many Variables
Micro lesson 2
Short-Term Wins, Long-Term Losses